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It's likely that a significant fraction of the perf difference between Apple' GPUs and NVIDIA GPUs is due to NVIDIA's CUDA being high optimized, and Pytorch being tuned to work with CUDA.

If Pytorch's metal support improves and Apple's Metal drivers improve (big ifs), it's likely that Apple's GPUs will perform better relatively to NVIDIA than they currently do.





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